Start with a baseline.
Compare against classical methods under explicit preprocessing and evaluation conditions.
+ Research / An open notebook
What changes when the kernel is quantum?
An independent research study using exact local simulation, submitted to Machine Learning: Science and Technology (IOP Publishing) and not accepted. Not a quantum-hardware benchmark or a clinical application.
03 Computing exploration
Beyond applications.
Exploring future computing.
How does a different representation change what we can compute? Quantum Computing is one of my strongest long-term interests. For now, the work is study, simulation, and carefully bounded experiments.
Quantum Computing studiesQuantum algorithmsQuantum kernelsAdvanced architecturesComputational systems
Read the experimentAn independent research study using exact local simulation, submitted to Machine Learning: Science and Technology (IOP Publishing) and not accepted. Not a quantum-hardware benchmark or a clinical application.
The current evidence
In this experiment, the classical baselines achieved higher mean F1. No quantum advantage is demonstrated.
Leave an inspectable record.
Save splits, tuning decisions, predictions, and computational costs alongside the notebook.
Keep the limits visible.
Five overlapping splits, earlier feature-map selection, and unequal tuning budgets constrain the conclusions.